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Factorized Graph Representations for Semi-Supervised Learning from Sparse Data


Mar 05, 2020
Krishna Kumar P., Paul Langton, Wolfgang Gatterbauer

* SIGMOD 2020 (Extended version) 

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Semi-Supervised Learning with Heterophily


Dec 28, 2016
Wolfgang Gatterbauer

* 17 pages, 13 figures 

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The Linearization of Belief Propagation on Pairwise Markov Networks


Dec 27, 2016
Wolfgang Gatterbauer

* Full version of AAAI 2017 paper with same title (23 pages, 9 figures) 

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Dissociation and Propagation for Approximate Lifted Inference with Standard Relational Database Management Systems


Jun 14, 2016
Wolfgang Gatterbauer, Dan Suciu

* 33 pages, 27 figures, pre-print for VLDBJ full version of arXiv:1412.1069 [PVLDB 8(5):629-640, 2015: "Approximate lifted inference with probabilistic databases", http://www.vldb.org/pvldb/vol8/p629-gatterbauer.pdf ]. Former working title: "Dissociation and Propagation for Efficient Query Evaluation over Probabilistic Databases" 

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Approximate Lifted Inference with Probabilistic Databases


Dec 02, 2014
Wolfgang Gatterbauer, Dan Suciu

* 12 pages, 5 figures, pre-print for a paper appearing in VLDB 2015. arXiv admin note: text overlap with arXiv:1310.6257 

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Linearized and Single-Pass Belief Propagation


Oct 16, 2014
Wolfgang Gatterbauer, Stephan Günnemann, Danai Koutra, Christos Faloutsos

* 17 pages, 11 figures, 4 algorithms. Includes following major changes since v1: renaming of "turbo BP" to "single-pass BP", convergence criteria now give sufficient *and* necessary conditions, more detailed experiments, more detailed comparison with prior BP convergence results, overall improved exposition 

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Oblivious Bounds on the Probability of Boolean Functions


Sep 21, 2014
Wolfgang Gatterbauer, Dan Suciu

* Pre-print for ACM Transactions on Database Systems, January 2014, Vol 39, No 1, Article 5 
* 34 pages, 14 figures, supersedes: http://arxiv.org/abs/1105.2813 

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The Complexity of Causality and Responsibility for Query Answers and non-Answers


Sep 30, 2011
Alexandra Meliou, Wolfgang Gatterbauer, Katherine F. Moore, Dan Suciu

* 15 pages, 12 figures, PVLDB 2011 

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Optimal Upper and Lower Bounds for Boolean Expressions by Dissociation


May 13, 2011
Wolfgang Gatterbauer, Dan Suciu

* 7 pages, 2 figures; for details see the project page: http://LaPushDB.com/ 

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Data Conflict Resolution Using Trust Mappings


Dec 15, 2010
Wolfgang Gatterbauer, Dan Suciu

* Full version of SIGMOD 2010 conference paper, pp. 219-230 
* 20 pages, 19 figures 

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Believe It or Not: Adding Belief Annotations to Databases


Dec 30, 2009
Wolfgang Gatterbauer, Magdalena Balazinska, Nodira Khoussainova, Dan Suciu

* Full version of: VLDB 2009 conference version; PVLDB 2(1):1-12 (2009) 
* 17 pages, 10 figures 

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Why so? or Why no? Functional Causality for Explaining Query Answers


Dec 29, 2009
Alexandra Meliou, Wolfgang Gatterbauer, Katherine F. Moore, Dan Suciu

* 18 pages, 15 figures 

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